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#machine learning Preprint Oct 2026

A neural density functional for polymer electrolytes with exact structure and transferable Coulomb coupling

Ion correlations set the structure of polymer electrolytes and depend on the host permittivity, which is low and varies between polymers. A functional that carries these correlations from molecular simulations to larger inhomogeneous systems must transfer across domain sizes, geometries and coupling strengths. We intro...

Liyao Lyu · 0 citations

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